Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 1852394 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 GiB |
| Average record size in memory | 958.0 B |
Variable types
| Categorical | 13 |
|---|---|
| Numeric | 13 |
| Boolean | 1 |
trans_date_trans_time has a high cardinality: 1819551 distinct values | High cardinality |
merchant has a high cardinality: 693 distinct values | High cardinality |
first has a high cardinality: 355 distinct values | High cardinality |
last has a high cardinality: 486 distinct values | High cardinality |
street has a high cardinality: 999 distinct values | High cardinality |
city has a high cardinality: 906 distinct values | High cardinality |
state has a high cardinality: 51 distinct values | High cardinality |
job has a high cardinality: 497 distinct values | High cardinality |
dob has a high cardinality: 984 distinct values | High cardinality |
trans_num has a high cardinality: 1852394 distinct values | High cardinality |
zip is highly overall correlated with long and 2 other fields | High correlation |
lat is highly overall correlated with merch_lat and 1 other fields | High correlation |
long is highly overall correlated with zip and 2 other fields | High correlation |
unix_time is highly overall correlated with first_time_at_merchant | High correlation |
merch_lat is highly overall correlated with lat and 1 other fields | High correlation |
merch_long is highly overall correlated with zip and 2 other fields | High correlation |
amt_month is highly overall correlated with amt_month_shopping_net_spend and 1 other fields | High correlation |
amt_month_shopping_net_spend is highly overall correlated with amt_month and 1 other fields | High correlation |
count_month_shopping_net is highly overall correlated with amt_month and 1 other fields | High correlation |
state is highly overall correlated with zip and 4 other fields | High correlation |
first_time_at_merchant is highly overall correlated with unix_time | High correlation |
is_fraud is highly imbalanced (95.3%) | Imbalance |
amt is highly skewed (γ1 = 40.81280918) | Skewed |
trans_date_trans_time is uniformly distributed | Uniform |
trans_num is uniformly distributed | Uniform |
trans_num has unique values | Unique |
amt_month_shopping_net_spend has 276206 (14.9%) zeros | Zeros |
count_month_shopping_net has 276206 (14.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-09 19:01:33.958561 |
|---|---|
| Analysis finished | 2024-04-09 19:05:06.989165 |
| Duration | 3 minutes and 33.03 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
trans_date_trans_time
Categorical
HIGH CARDINALITY  UNIFORM 
| Distinct | 1819551 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 134.3 MiB |
| 2020-06-02 12:47:07 | 4 |
|---|---|
| 2019-04-22 16:02:01 | 4 |
| 2020-10-05 19:37:49 | 4 |
| 2020-06-01 01:37:47 | 4 |
| 2020-12-17 20:36:39 | 4 |
| Other values (1819546) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 35195486 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1787218 ? |
|---|---|
| Unique (%) | 96.5% |
Sample
| 1st row | 2019-01-01 00:00:18 |
|---|---|
| 2nd row | 2019-01-01 00:00:44 |
| 3rd row | 2019-01-01 00:00:51 |
| 4th row | 2019-01-01 00:01:16 |
| 5th row | 2019-01-01 00:03:06 |
Common Values
| Value | Count | Frequency (%) |
| 2020-06-02 12:47:07 | 4 | < 0.1% |
| 2019-04-22 16:02:01 | 4 | < 0.1% |
| 2020-10-05 19:37:49 | 4 | < 0.1% |
| 2020-06-01 01:37:47 | 4 | < 0.1% |
| 2020-12-17 20:36:39 | 4 | < 0.1% |
| 2020-12-13 17:53:47 | 4 | < 0.1% |
| 2020-12-19 16:02:22 | 4 | < 0.1% |
| 2020-06-16 21:07:32 | 3 | < 0.1% |
| 2020-03-29 15:19:49 | 3 | < 0.1% |
| 2020-12-06 13:06:24 | 3 | < 0.1% |
| Other values (1819541) | 1852357 |
Length
| Value | Count | Frequency (%) |
| 2020-11-30 | 6530 | 0.2% |
| 2020-12-07 | 6506 | 0.2% |
| 2019-12-08 | 6428 | 0.2% |
| 2019-12-15 | 6425 | 0.2% |
| 2020-12-14 | 6400 | 0.2% |
| 2020-12-21 | 6390 | 0.2% |
| 2019-12-22 | 6325 | 0.2% |
| 2020-12-28 | 6321 | 0.2% |
| 2019-12-29 | 6320 | 0.2% |
| 2019-12-01 | 6283 | 0.2% |
| Other values (87120) | 3640860 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6745202 | |
| 2 | 5566647 | |
| 1 | 4622458 | |
| - | 3704788 | |
| : | 3704788 | |
| 1852394 | 5.3% | |
| 9 | 1767840 | 5.0% |
| 3 | 1661287 | 4.7% |
| 5 | 1467022 | 4.2% |
| 4 | 1457257 | 4.1% |
| Other values (3) | 2645803 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25933516 | |
| Dash Punctuation | 3704788 | 10.5% |
| Other Punctuation | 3704788 | 10.5% |
| Space Separator | 1852394 | 5.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6745202 | |
| 2 | 5566647 | |
| 1 | 4622458 | |
| 9 | 1767840 | 6.8% |
| 3 | 1661287 | 6.4% |
| 5 | 1467022 | 5.7% |
| 4 | 1457257 | 5.6% |
| 8 | 887465 | 3.4% |
| 7 | 880319 | 3.4% |
| 6 | 878019 | 3.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3704788 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 3704788 |
Space Separator
| Value | Count | Frequency (%) |
| 1852394 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 35195486 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6745202 | |
| 2 | 5566647 | |
| 1 | 4622458 | |
| - | 3704788 | |
| : | 3704788 | |
| 1852394 | 5.3% | |
| 9 | 1767840 | 5.0% |
| 3 | 1661287 | 4.7% |
| 5 | 1467022 | 4.2% |
| 4 | 1457257 | 4.1% |
| Other values (3) | 2645803 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35195486 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6745202 | |
| 2 | 5566647 | |
| 1 | 4622458 | |
| - | 3704788 | |
| : | 3704788 | |
| 1852394 | 5.3% | |
| 9 | 1767840 | 5.0% |
| 3 | 1661287 | 4.7% |
| 5 | 1467022 | 4.2% |
| 4 | 1457257 | 4.1% |
| Other values (3) | 2645803 | 7.5% |
cc_num
Real number (ℝ)
| Distinct | 999 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1738604 × 1017 |
| Minimum | 6.0416207 × 1010 |
|---|---|
| Maximum | 4.9923464 × 1018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 6.0416207 × 1010 |
|---|---|
| 5-th percentile | 6.3048488 × 1011 |
| Q1 | 1.8004295 × 1014 |
| median | 3.5214173 × 1015 |
| Q3 | 4.6422555 × 1015 |
| 95-th percentile | 4.497914 × 1018 |
| Maximum | 4.9923464 × 1018 |
| Range | 4.9923463 × 1018 |
| Interquartile range (IQR) | 4.4622125 × 1015 |
Descriptive statistics
| Standard deviation | 1.3091153 × 1018 |
|---|---|
| Coefficient of variation (CV) | 3.1364616 |
| Kurtosis | 6.1753558 |
| Mean | 4.1738604 × 1017 |
| Median Absolute Deviation (MAD) | 3.0764709 × 1015 |
| Skewness | 2.8510736 |
| Sum | 5.0088429 × 1018 |
| Variance | 1.7137828 × 1036 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.538441737 × 1015 | 4392 | 0.2% |
| 3.02704321 × 1013 | 4392 | 0.2% |
| 6.538891243 × 1015 | 4386 | 0.2% |
| 4.364010865 × 1015 | 4386 | 0.2% |
| 4.642255475 × 1015 | 4386 | 0.2% |
| 6.011438889 × 1015 | 4385 | 0.2% |
| 3.447098678 × 1014 | 4385 | 0.2% |
| 4.904681492 × 1015 | 4384 | 0.2% |
| 4.586810169 × 1015 | 4384 | 0.2% |
| 4.512828415 × 1018 | 4384 | 0.2% |
| Other values (989) | 1808530 |
| Value | Count | Frequency (%) |
| 6.041620718 × 1010 | 2196 | |
| 6.042292873 × 1010 | 2200 | |
| 6.042309813 × 1010 | 738 | < 0.1% |
| 6.042785159 × 1010 | 743 | < 0.1% |
| 6.048700208 × 1010 | 735 | < 0.1% |
| 6.04905963 × 1010 | 1465 | |
| 6.049559311 × 1010 | 742 | < 0.1% |
| 5.018029536 × 1011 | 2194 | |
| 5.018181333 × 1011 | 8 | < 0.1% |
| 5.018282048 × 1011 | 733 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.992346398 × 1018 | 2922 | |
| 4.989847571 × 1018 | 1471 | |
| 4.980323468 × 1018 | 736 | < 0.1% |
| 4.973530368 × 1018 | 1467 | |
| 4.958589672 × 1018 | 2191 | |
| 4.95682899 × 1018 | 3657 | |
| 4.911818931 × 1018 | 9 | < 0.1% |
| 4.906628656 × 1018 | 3655 | |
| 4.897067971 × 1018 | 1471 | |
| 4.890424427 × 1018 | 2189 |
merchant
Categorical
| Distinct | 693 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 141.6 MiB |
| fraud_Kilback LLC | 6262 |
|---|---|
| fraud_Cormier LLC | 5246 |
| fraud_Schumm PLC | 5195 |
| fraud_Kuhn LLC | 5031 |
| fraud_Boyer PLC | 4999 |
| Other values (688) |
Length
| Max length | 43 |
|---|---|
| Median length | 36 |
| Mean length | 23.130553 |
| Min length | 13 |
Characters and Unicode
| Total characters | 42846898 |
|---|---|
| Distinct characters | 55 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | fraud_Rippin, Kub and Mann |
|---|---|
| 2nd row | fraud_Heller, Gutmann and Zieme |
| 3rd row | fraud_Lind-Buckridge |
| 4th row | fraud_Kutch, Hermiston and Farrell |
| 5th row | fraud_Keeling-Crist |
Common Values
| Value | Count | Frequency (%) |
| fraud_Kilback LLC | 6262 | 0.3% |
| fraud_Cormier LLC | 5246 | 0.3% |
| fraud_Schumm PLC | 5195 | 0.3% |
| fraud_Kuhn LLC | 5031 | 0.3% |
| fraud_Boyer PLC | 4999 | 0.3% |
| fraud_Dickinson Ltd | 4953 | 0.3% |
| fraud_Emard Inc | 3867 | 0.2% |
| fraud_Cummerata-Jones | 3860 | 0.2% |
| fraud_Corwin-Collins | 3853 | 0.2% |
| fraud_Rodriguez Group | 3843 | 0.2% |
| Other values (683) | 1805285 |
Length
| Value | Count | Frequency (%) |
| and | 677362 | 15.7% |
| llc | 139662 | 3.2% |
| inc | 131148 | 3.0% |
| sons | 104651 | 2.4% |
| ltd | 100896 | 2.3% |
| plc | 94799 | 2.2% |
| group | 72089 | 1.7% |
| fraud_kutch | 15028 | 0.3% |
| fraud_schaefer | 13367 | 0.3% |
| fraud_streich | 13235 | 0.3% |
| Other values (804) | 2956186 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4158232 | 9.7% |
| r | 3851348 | 9.0% |
| d | 3055994 | 7.1% |
| e | 2665745 | 6.2% |
| u | 2654462 | 6.2% |
| n | 2526397 | 5.9% |
| 2466029 | 5.8% | |
| f | 1996096 | 4.7% |
| _ | 1852394 | 4.3% |
| o | 1614017 | 3.8% |
| Other values (45) | 16006184 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32423363 | |
| Uppercase Letter | 4854354 | 11.3% |
| Space Separator | 2466029 | 5.8% |
| Connector Punctuation | 1852394 | 4.3% |
| Dash Punctuation | 636438 | 1.5% |
| Other Punctuation | 614320 | 1.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 4158232 | |
| r | 3851348 | |
| d | 3055994 | |
| e | 2665745 | 8.2% |
| u | 2654462 | 8.2% |
| n | 2526397 | 7.8% |
| f | 1996096 | 6.2% |
| o | 1614017 | 5.0% |
| i | 1542189 | 4.8% |
| t | 1247340 | 3.8% |
| Other values (15) | 7111543 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 681216 | |
| C | 445751 | 9.2% |
| S | 430704 | 8.9% |
| B | 398258 | 8.2% |
| H | 372874 | 7.7% |
| K | 309458 | 6.4% |
| G | 274723 | 5.7% |
| R | 259594 | 5.3% |
| M | 255426 | 5.3% |
| P | 227921 | 4.7% |
| Other values (15) | 1198429 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 572711 | |
| ' | 41609 | 6.8% |
Space Separator
| Value | Count | Frequency (%) |
| 2466029 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1852394 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 636438 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 37277717 | |
| Common | 5569181 | 13.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 4158232 | 11.2% |
| r | 3851348 | 10.3% |
| d | 3055994 | 8.2% |
| e | 2665745 | 7.2% |
| u | 2654462 | 7.1% |
| n | 2526397 | 6.8% |
| f | 1996096 | 5.4% |
| o | 1614017 | 4.3% |
| i | 1542189 | 4.1% |
| t | 1247340 | 3.3% |
| Other values (40) | 11965897 |
Common
| Value | Count | Frequency (%) |
| 2466029 | ||
| _ | 1852394 | |
| - | 636438 | 11.4% |
| , | 572711 | 10.3% |
| ' | 41609 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42846898 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 4158232 | 9.7% |
| r | 3851348 | 9.0% |
| d | 3055994 | 7.1% |
| e | 2665745 | 6.2% |
| u | 2654462 | 6.2% |
| n | 2526397 | 5.9% |
| 2466029 | 5.8% | |
| f | 1996096 | 4.7% |
| _ | 1852394 | 4.3% |
| o | 1614017 | 3.8% |
| Other values (45) | 16006184 |
category
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 119.3 MiB |
| gas_transport | |
|---|---|
| grocery_pos | |
| home | |
| shopping_pos | |
| kids_pets | |
| Other values (9) |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 10.525913 |
| Min length | 4 |
Characters and Unicode
| Total characters | 19498139 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | misc_net |
|---|---|
| 2nd row | grocery_pos |
| 3rd row | entertainment |
| 4th row | gas_transport |
| 5th row | misc_pos |
Common Values
| Value | Count | Frequency (%) |
| gas_transport | 188029 | |
| grocery_pos | 176191 | |
| home | 175460 | |
| shopping_pos | 166463 | |
| kids_pets | 161727 | |
| shopping_net | 139322 | |
| entertainment | 134118 | |
| food_dining | 130729 | 7.1% |
| personal_care | 130085 | 7.0% |
| health_fitness | 122553 | 6.6% |
| Other values (4) | 327717 |
Length
| Value | Count | Frequency (%) |
| gas_transport | 188029 | |
| grocery_pos | 176191 | |
| home | 175460 | |
| shopping_pos | 166463 | |
| kids_pets | 161727 | |
| shopping_net | 139322 | |
| entertainment | 134118 | |
| food_dining | 130729 | 7.1% |
| personal_care | 130085 | 7.0% |
| health_fitness | 122553 | 6.6% |
| Other values (4) | 327717 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 2042254 | |
| e | 1838696 | |
| o | 1758769 | |
| n | 1705118 | |
| p | 1548294 | 7.9% |
| t | 1538055 | 7.9% |
| _ | 1484860 | 7.6% |
| r | 1310440 | 6.7% |
| i | 1190524 | 6.1% |
| a | 950855 | 4.9% |
| Other values (10) | 4130274 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18013279 | |
| Connector Punctuation | 1484860 | 7.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 2042254 | |
| e | 1838696 | |
| o | 1758769 | |
| n | 1705118 | |
| p | 1548294 | |
| t | 1538055 | |
| r | 1310440 | |
| i | 1190524 | 6.6% |
| a | 950855 | 5.3% |
| g | 865612 | 4.8% |
| Other values (9) | 3264662 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1484860 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18013279 | |
| Common | 1484860 | 7.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 2042254 | |
| e | 1838696 | |
| o | 1758769 | |
| n | 1705118 | |
| p | 1548294 | |
| t | 1538055 | |
| r | 1310440 | |
| i | 1190524 | 6.6% |
| a | 950855 | 5.3% |
| g | 865612 | 4.8% |
| Other values (9) | 3264662 |
Common
| Value | Count | Frequency (%) |
| _ | 1484860 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19498139 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 2042254 | |
| e | 1838696 | |
| o | 1758769 | |
| n | 1705118 | |
| p | 1548294 | 7.9% |
| t | 1538055 | 7.9% |
| _ | 1484860 | 7.6% |
| r | 1310440 | 6.7% |
| i | 1190524 | 6.1% |
| a | 950855 | 4.9% |
| Other values (10) | 4130274 |
amt
Real number (ℝ)
| Distinct | 60616 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.063567 |
| Minimum | 1 |
|---|---|
| Maximum | 28948.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.44 |
| Q1 | 9.64 |
| median | 47.45 |
| Q3 | 83.1 |
| 95-th percentile | 195.34 |
| Maximum | 28948.9 |
| Range | 28947.9 |
| Interquartile range (IQR) | 73.46 |
Descriptive statistics
| Standard deviation | 159.25397 |
|---|---|
| Coefficient of variation (CV) | 2.2729927 |
| Kurtosis | 4181.9073 |
| Mean | 70.063567 |
| Median Absolute Deviation (MAD) | 37.46 |
| Skewness | 40.812809 |
| Sum | 1.2978533 × 108 |
| Variance | 25361.828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.14 | 779 | < 0.1% |
| 1.1 | 745 | < 0.1% |
| 1.04 | 744 | < 0.1% |
| 1.08 | 741 | < 0.1% |
| 1.2 | 737 | < 0.1% |
| 1.25 | 737 | < 0.1% |
| 1.02 | 736 | < 0.1% |
| 1.01 | 735 | < 0.1% |
| 1.22 | 727 | < 0.1% |
| 1.03 | 726 | < 0.1% |
| Other values (60606) | 1844987 |
| Value | Count | Frequency (%) |
| 1 | 332 | |
| 1.01 | 735 | |
| 1.02 | 736 | |
| 1.03 | 726 | |
| 1.04 | 744 | |
| 1.05 | 721 | |
| 1.06 | 671 | |
| 1.07 | 723 | |
| 1.08 | 741 | |
| 1.09 | 720 |
| Value | Count | Frequency (%) |
| 28948.9 | 1 | |
| 27390.12 | 1 | |
| 27119.77 | 1 | |
| 26544.12 | 1 | |
| 25086.94 | 1 | |
| 22768.11 | 1 | |
| 21437.71 | 1 | |
| 19364.91 | 1 | |
| 17897.24 | 1 | |
| 16837.08 | 1 |
first
Categorical
| Distinct | 355 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 111.4 MiB |
| Christopher | 38112 |
|---|---|
| Robert | 30743 |
| Jessica | 29236 |
| David | 28564 |
| Michael | 28539 |
| Other values (350) |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 6.0802977 |
| Min length | 3 |
Characters and Unicode
| Total characters | 11263107 |
|---|---|
| Distinct characters | 49 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jennifer |
|---|---|
| 2nd row | Stephanie |
| 3rd row | Edward |
| 4th row | Jeremy |
| 5th row | Tyler |
Common Values
| Value | Count | Frequency (%) |
| Christopher | 38112 | 2.1% |
| Robert | 30743 | 1.7% |
| Jessica | 29236 | 1.6% |
| David | 28564 | 1.5% |
| Michael | 28539 | 1.5% |
| James | 28496 | 1.5% |
| Jennifer | 24181 | 1.3% |
| John | 23445 | 1.3% |
| Mary | 23424 | 1.3% |
| William | 23396 | 1.3% |
| Other values (345) | 1574258 |
Length
| Value | Count | Frequency (%) |
| christopher | 38112 | 2.1% |
| robert | 30743 | 1.7% |
| jessica | 29236 | 1.6% |
| david | 28564 | 1.5% |
| michael | 28539 | 1.5% |
| james | 28496 | 1.5% |
| jennifer | 24181 | 1.3% |
| john | 23445 | 1.3% |
| mary | 23424 | 1.3% |
| william | 23396 | 1.3% |
| Other values (345) | 1574258 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1438618 | 12.8% |
| e | 1230164 | 10.9% |
| i | 883628 | 7.8% |
| n | 877668 | 7.8% |
| r | 867952 | 7.7% |
| l | 554750 | 4.9% |
| h | 493347 | 4.4% |
| s | 463151 | 4.1% |
| t | 444904 | 4.0% |
| o | 384330 | 3.4% |
| Other values (39) | 3624595 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9410713 | |
| Uppercase Letter | 1852394 | 16.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1438618 | |
| e | 1230164 | |
| i | 883628 | |
| n | 877668 | |
| r | 867952 | |
| l | 554750 | 5.9% |
| h | 493347 | 5.2% |
| s | 463151 | 4.9% |
| t | 444904 | 4.7% |
| o | 384330 | 4.1% |
| Other values (16) | 1772201 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 312497 | |
| M | 207053 | |
| S | 163822 | |
| A | 161026 | |
| C | 151594 | |
| D | 123025 | 6.6% |
| K | 122133 | 6.6% |
| R | 100327 | 5.4% |
| T | 95095 | 5.1% |
| L | 89957 | 4.9% |
| Other values (13) | 325865 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11263107 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1438618 | 12.8% |
| e | 1230164 | 10.9% |
| i | 883628 | 7.8% |
| n | 877668 | 7.8% |
| r | 867952 | 7.7% |
| l | 554750 | 4.9% |
| h | 493347 | 4.4% |
| s | 463151 | 4.1% |
| t | 444904 | 4.0% |
| o | 384330 | 3.4% |
| Other values (39) | 3624595 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11263107 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1438618 | 12.8% |
| e | 1230164 | 10.9% |
| i | 883628 | 7.8% |
| n | 877668 | 7.8% |
| r | 867952 | 7.7% |
| l | 554750 | 4.9% |
| h | 493347 | 4.4% |
| s | 463151 | 4.1% |
| t | 444904 | 4.0% |
| o | 384330 | 3.4% |
| Other values (39) | 3624595 |
last
Categorical
| Distinct | 486 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 111.5 MiB |
| Smith | 40940 |
|---|---|
| Williams | 33661 |
| Davis | 31434 |
| Johnson | 28590 |
| Rodriguez | 24879 |
| Other values (481) |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 6.1123751 |
| Min length | 2 |
Characters and Unicode
| Total characters | 11322527 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Banks |
|---|---|
| 2nd row | Gill |
| 3rd row | Sanchez |
| 4th row | White |
| 5th row | Garcia |
Common Values
| Value | Count | Frequency (%) |
| Smith | 40940 | 2.2% |
| Williams | 33661 | 1.8% |
| Davis | 31434 | 1.7% |
| Johnson | 28590 | 1.5% |
| Rodriguez | 24879 | 1.3% |
| Martinez | 21246 | 1.1% |
| Jones | 19825 | 1.1% |
| Lewis | 18293 | 1.0% |
| Miller | 16821 | 0.9% |
| Gonzalez | 16809 | 0.9% |
| Other values (476) | 1599896 |
Length
| Value | Count | Frequency (%) |
| smith | 40940 | 2.2% |
| williams | 33661 | 1.8% |
| davis | 31434 | 1.7% |
| johnson | 28590 | 1.5% |
| rodriguez | 24879 | 1.3% |
| martinez | 21246 | 1.1% |
| jones | 19825 | 1.1% |
| lewis | 18293 | 1.0% |
| miller | 16821 | 0.9% |
| gonzalez | 16809 | 0.9% |
| Other values (476) | 1599896 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1122673 | 9.9% |
| r | 941641 | 8.3% |
| a | 926704 | 8.2% |
| n | 869662 | 7.7% |
| o | 832319 | 7.4% |
| l | 698286 | 6.2% |
| s | 696904 | 6.2% |
| i | 622878 | 5.5% |
| t | 412730 | 3.6% |
| h | 327959 | 2.9% |
| Other values (38) | 3870771 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9470133 | |
| Uppercase Letter | 1852394 | 16.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1122673 | |
| r | 941641 | |
| a | 926704 | |
| n | 869662 | |
| o | 832319 | |
| l | 698286 | 7.4% |
| s | 696904 | 7.4% |
| i | 622878 | 6.6% |
| t | 412730 | 4.4% |
| h | 327959 | 3.5% |
| Other values (15) | 2018377 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 226754 | |
| W | 152268 | 8.2% |
| S | 150041 | 8.1% |
| C | 133108 | 7.2% |
| B | 120068 | 6.5% |
| R | 118650 | 6.4% |
| H | 116343 | 6.3% |
| G | 108329 | 5.8% |
| J | 102555 | 5.5% |
| P | 94463 | 5.1% |
| Other values (13) | 529815 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11322527 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1122673 | 9.9% |
| r | 941641 | 8.3% |
| a | 926704 | 8.2% |
| n | 869662 | 7.7% |
| o | 832319 | 7.4% |
| l | 698286 | 6.2% |
| s | 696904 | 6.2% |
| i | 622878 | 5.5% |
| t | 412730 | 3.6% |
| h | 327959 | 2.9% |
| Other values (38) | 3870771 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11322527 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1122673 | 9.9% |
| r | 941641 | 8.3% |
| a | 926704 | 8.2% |
| n | 869662 | 7.7% |
| o | 832319 | 7.4% |
| l | 698286 | 6.2% |
| s | 696904 | 6.2% |
| i | 622878 | 5.5% |
| t | 412730 | 3.6% |
| h | 327959 | 2.9% |
| Other values (38) | 3870771 |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 102.5 MiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1852394 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 1014749 | |
| M | 837645 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 1014749 | |
| m | 837645 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 1014749 | |
| M | 837645 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1852394 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 1014749 | |
| M | 837645 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1852394 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 1014749 | |
| M | 837645 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1852394 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 1014749 | |
| M | 837645 |
street
Categorical
| Distinct | 999 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 140.0 MiB |
| 444 Robert Mews | 4392 |
|---|---|
| 908 Brooks Brook | 4392 |
| 5796 Lee Coves Apt. 286 | 4386 |
| 03512 Jackson Ports | 4386 |
| 320 Nicholson Orchard | 4386 |
| Other values (994) |
Length
| Max length | 35 |
|---|---|
| Median length | 29 |
| Mean length | 22.231289 |
| Min length | 12 |
Characters and Unicode
| Total characters | 41181107 |
|---|---|
| Distinct characters | 62 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 561 Perry Cove |
|---|---|
| 2nd row | 43039 Riley Greens Suite 393 |
| 3rd row | 594 White Dale Suite 530 |
| 4th row | 9443 Cynthia Court Apt. 038 |
| 5th row | 408 Bradley Rest |
Common Values
| Value | Count | Frequency (%) |
| 444 Robert Mews | 4392 | 0.2% |
| 908 Brooks Brook | 4392 | 0.2% |
| 5796 Lee Coves Apt. 286 | 4386 | 0.2% |
| 03512 Jackson Ports | 4386 | 0.2% |
| 320 Nicholson Orchard | 4386 | 0.2% |
| 40624 Rebecca Spurs | 4385 | 0.2% |
| 2924 Bobby Trafficway | 4385 | 0.2% |
| 574 David Locks Suite 207 | 4384 | 0.2% |
| 6983 Carrillo Isle | 4384 | 0.2% |
| 864 Reynolds Plains | 4384 | 0.2% |
| Other values (989) | 1808530 |
Length
| Value | Count | Frequency (%) |
| apt | 468297 | 6.4% |
| suite | 437016 | 5.9% |
| island | 32903 | 0.4% |
| michael | 27058 | 0.4% |
| islands | 25611 | 0.3% |
| station | 25602 | 0.3% |
| common | 25585 | 0.3% |
| david | 24853 | 0.3% |
| brooks | 24143 | 0.3% |
| fields | 23400 | 0.3% |
| Other values (1959) | 6253340 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5515414 | 13.4% | |
| e | 2561201 | 6.2% |
| a | 2077034 | 5.0% |
| i | 1851621 | 4.5% |
| t | 1782137 | 4.3% |
| r | 1576757 | 3.8% |
| n | 1523518 | 3.7% |
| s | 1476954 | 3.6% |
| l | 1270600 | 3.1% |
| o | 1251043 | 3.0% |
| Other values (52) | 20294828 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 20590784 | |
| Decimal Number | 9996511 | |
| Space Separator | 5515414 | 13.4% |
| Uppercase Letter | 4610101 | 11.2% |
| Other Punctuation | 468297 | 1.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2561201 | |
| a | 2077034 | |
| i | 1851621 | |
| t | 1782137 | |
| r | 1576757 | 7.7% |
| n | 1523518 | 7.4% |
| s | 1476954 | 7.2% |
| l | 1270600 | 6.2% |
| o | 1251043 | 6.1% |
| u | 877146 | 4.3% |
| Other values (16) | 4342773 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 802997 | |
| A | 602938 | |
| M | 368232 | 8.0% |
| C | 319120 | 6.9% |
| P | 279598 | 6.1% |
| R | 266324 | 5.8% |
| B | 212130 | 4.6% |
| F | 204980 | 4.4% |
| L | 188044 | 4.1% |
| J | 173487 | 3.8% |
| Other values (14) | 1192251 |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 1069201 | |
| 3 | 1058055 | |
| 2 | 1049445 | |
| 7 | 1003976 | |
| 1 | 990872 | |
| 8 | 988888 | |
| 6 | 968316 | |
| 0 | 967826 | |
| 4 | 958817 | |
| 9 | 941115 |
Space Separator
| Value | Count | Frequency (%) |
| 5515414 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 468297 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25200885 | |
| Common | 15980222 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2561201 | 10.2% |
| a | 2077034 | 8.2% |
| i | 1851621 | 7.3% |
| t | 1782137 | 7.1% |
| r | 1576757 | 6.3% |
| n | 1523518 | 6.0% |
| s | 1476954 | 5.9% |
| l | 1270600 | 5.0% |
| o | 1251043 | 5.0% |
| u | 877146 | 3.5% |
| Other values (40) | 8952874 |
Common
| Value | Count | Frequency (%) |
| 5515414 | ||
| 5 | 1069201 | 6.7% |
| 3 | 1058055 | 6.6% |
| 2 | 1049445 | 6.6% |
| 7 | 1003976 | 6.3% |
| 1 | 990872 | 6.2% |
| 8 | 988888 | 6.2% |
| 6 | 968316 | 6.1% |
| 0 | 967826 | 6.1% |
| 4 | 958817 | 6.0% |
| Other values (2) | 1409412 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 41181107 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5515414 | 13.4% | |
| e | 2561201 | 6.2% |
| a | 2077034 | 5.0% |
| i | 1851621 | 4.5% |
| t | 1782137 | 4.3% |
| r | 1576757 | 3.8% |
| n | 1523518 | 3.7% |
| s | 1476954 | 3.6% |
| l | 1270600 | 3.1% |
| o | 1251043 | 3.0% |
| Other values (52) | 20294828 |
city
Categorical
| Distinct | 906 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 116.0 MiB |
| Birmingham | 8040 |
|---|---|
| San Antonio | 7312 |
| Utica | 7309 |
| Phoenix | 7297 |
| Meridian | 7289 |
| Other values (901) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 8.6526209 |
| Min length | 3 |
Characters and Unicode
| Total characters | 16028063 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Moravian Falls |
|---|---|
| 2nd row | Orient |
| 3rd row | Malad City |
| 4th row | Boulder |
| 5th row | Doe Hill |
Common Values
| Value | Count | Frequency (%) |
| Birmingham | 8040 | 0.4% |
| San Antonio | 7312 | 0.4% |
| Utica | 7309 | 0.4% |
| Phoenix | 7297 | 0.4% |
| Meridian | 7289 | 0.4% |
| Warren | 6584 | 0.4% |
| Conway | 6574 | 0.4% |
| Cleveland | 6572 | 0.4% |
| Thomas | 6571 | 0.4% |
| Houston | 5865 | 0.3% |
| Other values (896) | 1782981 |
Length
| Value | Count | Frequency (%) |
| city | 30780 | 1.3% |
| west | 27847 | 1.2% |
| saint | 20483 | 0.9% |
| north | 20472 | 0.9% |
| falls | 18286 | 0.8% |
| new | 16857 | 0.7% |
| mount | 16098 | 0.7% |
| lake | 16089 | 0.7% |
| san | 14638 | 0.6% |
| springs | 12414 | 0.5% |
| Other values (929) | 2118136 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1555978 | 9.7% |
| a | 1334959 | 8.3% |
| n | 1173952 | 7.3% |
| o | 1168590 | 7.3% |
| l | 1115539 | 7.0% |
| r | 1070587 | 6.7% |
| i | 1007053 | 6.3% |
| t | 855511 | 5.3% |
| s | 637587 | 4.0% |
| 459706 | 2.9% | |
| Other values (42) | 5648601 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13253329 | |
| Uppercase Letter | 2313564 | 14.4% |
| Space Separator | 459706 | 2.9% |
| Dash Punctuation | 1464 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1555978 | |
| a | 1334959 | |
| n | 1173952 | |
| o | 1168590 | |
| l | 1115539 | 8.4% |
| r | 1070587 | 8.1% |
| i | 1007053 | 7.6% |
| t | 855511 | 6.5% |
| s | 637587 | 4.8% |
| d | 441997 | 3.3% |
| Other values (15) | 2891576 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 224081 | 9.7% |
| M | 211444 | 9.1% |
| S | 193942 | 8.4% |
| B | 190231 | 8.2% |
| H | 165364 | 7.1% |
| W | 136180 | 5.9% |
| P | 131749 | 5.7% |
| L | 123697 | 5.3% |
| R | 113410 | 4.9% |
| A | 106896 | 4.6% |
| Other values (15) | 716570 |
Space Separator
| Value | Count | Frequency (%) |
| 459706 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1464 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15566893 | |
| Common | 461170 | 2.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1555978 | 10.0% |
| a | 1334959 | 8.6% |
| n | 1173952 | 7.5% |
| o | 1168590 | 7.5% |
| l | 1115539 | 7.2% |
| r | 1070587 | 6.9% |
| i | 1007053 | 6.5% |
| t | 855511 | 5.5% |
| s | 637587 | 4.1% |
| d | 441997 | 2.8% |
| Other values (40) | 5205140 |
Common
| Value | Count | Frequency (%) |
| 459706 | ||
| - | 1464 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16028063 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1555978 | 9.7% |
| a | 1334959 | 8.3% |
| n | 1173952 | 7.3% |
| o | 1168590 | 7.3% |
| l | 1115539 | 7.0% |
| r | 1070587 | 6.7% |
| i | 1007053 | 6.3% |
| t | 855511 | 5.3% |
| s | 637587 | 4.0% |
| 459706 | 2.9% | |
| Other values (42) | 5648601 |
state
Categorical
HIGH CARDINALITY  HIGH CORRELATION 
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 104.2 MiB |
| TX | |
|---|---|
| NY | 119419 |
| PA | 114173 |
| CA | 80495 |
| OH | 66627 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3704788 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NC |
|---|---|
| 2nd row | WA |
| 3rd row | ID |
| 4th row | MT |
| 5th row | VA |
Common Values
| Value | Count | Frequency (%) |
| TX | 135269 | 7.3% |
| NY | 119419 | 6.4% |
| PA | 114173 | 6.2% |
| CA | 80495 | 4.3% |
| OH | 66627 | 3.6% |
| MI | 65825 | 3.6% |
| IL | 62212 | 3.4% |
| FL | 60775 | 3.3% |
| AL | 58521 | 3.2% |
| MO | 54904 | 3.0% |
| Other values (41) | 1034174 |
Length
| Value | Count | Frequency (%) |
| tx | 135269 | 7.3% |
| ny | 119419 | 6.4% |
| pa | 114173 | 6.2% |
| ca | 80495 | 4.3% |
| oh | 66627 | 3.6% |
| mi | 65825 | 3.6% |
| il | 62212 | 3.4% |
| fl | 60775 | 3.3% |
| al | 58521 | 3.2% |
| mo | 54904 | 3.0% |
| Other values (41) | 1034174 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 508580 | |
| N | 406389 | 11.0% |
| M | 314756 | 8.5% |
| I | 260547 | 7.0% |
| T | 220136 | 5.9% |
| L | 211461 | 5.7% |
| O | 205755 | 5.6% |
| C | 201235 | 5.4% |
| Y | 188176 | 5.1% |
| X | 135269 | 3.7% |
| Other values (14) | 1052484 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3704788 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 508580 | |
| N | 406389 | 11.0% |
| M | 314756 | 8.5% |
| I | 260547 | 7.0% |
| T | 220136 | 5.9% |
| L | 211461 | 5.7% |
| O | 205755 | 5.6% |
| C | 201235 | 5.4% |
| Y | 188176 | 5.1% |
| X | 135269 | 3.7% |
| Other values (14) | 1052484 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3704788 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 508580 | |
| N | 406389 | 11.0% |
| M | 314756 | 8.5% |
| I | 260547 | 7.0% |
| T | 220136 | 5.9% |
| L | 211461 | 5.7% |
| O | 205755 | 5.6% |
| C | 201235 | 5.4% |
| Y | 188176 | 5.1% |
| X | 135269 | 3.7% |
| Other values (14) | 1052484 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3704788 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 508580 | |
| N | 406389 | 11.0% |
| M | 314756 | 8.5% |
| I | 260547 | 7.0% |
| T | 220136 | 5.9% |
| L | 211461 | 5.7% |
| O | 205755 | 5.6% |
| C | 201235 | 5.4% |
| Y | 188176 | 5.1% |
| X | 135269 | 3.7% |
| Other values (14) | 1052484 |
zip
Real number (ℝ)
| Distinct | 985 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48813.258 |
| Minimum | 1257 |
|---|---|
| Maximum | 99921 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 1257 |
|---|---|
| 5-th percentile | 7208 |
| Q1 | 26237 |
| median | 48174 |
| Q3 | 72042 |
| 95-th percentile | 94569 |
| Maximum | 99921 |
| Range | 98664 |
| Interquartile range (IQR) | 45805 |
Descriptive statistics
| Standard deviation | 26881.846 |
|---|---|
| Coefficient of variation (CV) | 0.55070788 |
| Kurtosis | -1.0960542 |
| Mean | 48813.258 |
| Median Absolute Deviation (MAD) | 23068 |
| Skewness | 0.078949647 |
| Sum | 9.0421387 × 1010 |
| Variance | 7.2263364 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 82514 | 5116 | 0.3% |
| 73754 | 5116 | 0.3% |
| 48088 | 5115 | 0.3% |
| 34112 | 5108 | 0.3% |
| 61454 | 4392 | 0.2% |
| 16114 | 4392 | 0.2% |
| 89512 | 4386 | 0.2% |
| 72476 | 4386 | 0.2% |
| 84540 | 4386 | 0.2% |
| 72042 | 4385 | 0.2% |
| Other values (975) | 1805612 |
| Value | Count | Frequency (%) |
| 1257 | 2923 | |
| 1330 | 1466 | |
| 1535 | 734 | < 0.1% |
| 1545 | 1468 | |
| 1612 | 738 | < 0.1% |
| 1843 | 3652 | |
| 1844 | 2919 | |
| 2180 | 738 | < 0.1% |
| 2630 | 2924 | |
| 2908 | 745 | < 0.1% |
| Value | Count | Frequency (%) |
| 99921 | 14 | < 0.1% |
| 99783 | 2203 | |
| 99747 | 12 | < 0.1% |
| 99746 | 734 | < 0.1% |
| 99323 | 3651 | |
| 99160 | 4362 | |
| 99116 | 15 | < 0.1% |
| 99113 | 1463 | 0.1% |
| 99033 | 3646 | |
| 98836 | 740 | < 0.1% |
lat
Real number (ℝ)
| Distinct | 983 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.539311 |
| Minimum | 20.0271 |
|---|---|
| Maximum | 66.6933 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 20.0271 |
|---|---|
| 5-th percentile | 29.8826 |
| Q1 | 34.6689 |
| median | 39.3543 |
| Q3 | 41.9404 |
| 95-th percentile | 45.8433 |
| Maximum | 66.6933 |
| Range | 46.6662 |
| Interquartile range (IQR) | 7.2715 |
Descriptive statistics
| Standard deviation | 5.0714704 |
|---|---|
| Coefficient of variation (CV) | 0.13159214 |
| Kurtosis | 0.79107707 |
| Mean | 38.539311 |
| Median Absolute Deviation (MAD) | 3.3597 |
| Skewness | -0.19199899 |
| Sum | 71389988 |
| Variance | 25.719812 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36.385 | 5116 | 0.3% |
| 43.0048 | 5116 | 0.3% |
| 42.5164 | 5115 | 0.3% |
| 26.1184 | 5108 | 0.3% |
| 40.6761 | 4392 | 0.2% |
| 41.3851 | 4392 | 0.2% |
| 39.5483 | 4386 | 0.2% |
| 38.9999 | 4386 | 0.2% |
| 36.0244 | 4386 | 0.2% |
| 34.2853 | 4385 | 0.2% |
| Other values (973) | 1805612 |
| Value | Count | Frequency (%) |
| 20.0271 | 2186 | |
| 20.0827 | 1463 | 0.1% |
| 24.6557 | 3655 | |
| 26.1184 | 5108 | |
| 26.3304 | 741 | < 0.1% |
| 26.3771 | 732 | < 0.1% |
| 26.4215 | 4362 | |
| 26.4722 | 3650 | |
| 26.529 | 2202 | |
| 26.6939 | 1467 | 0.1% |
| Value | Count | Frequency (%) |
| 66.6933 | 12 | < 0.1% |
| 65.6899 | 734 | < 0.1% |
| 64.7556 | 2203 | |
| 55.4732 | 14 | < 0.1% |
| 48.8878 | 4362 | |
| 48.8856 | 2909 | |
| 48.8328 | 2200 | |
| 48.6669 | 1469 | 0.1% |
| 48.6031 | 4376 | |
| 48.4786 | 2916 |
long
Real number (ℝ)
| Distinct | 983 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -90.227832 |
| Minimum | -165.6723 |
|---|---|
| Maximum | -67.9503 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1852394 |
| Negative (%) | 100.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | -165.6723 |
|---|---|
| 5-th percentile | -119.0825 |
| Q1 | -96.798 |
| median | -87.4769 |
| Q3 | -80.158 |
| 95-th percentile | -73.5365 |
| Maximum | -67.9503 |
| Range | 97.722 |
| Interquartile range (IQR) | 16.64 |
Descriptive statistics
| Standard deviation | 13.747895 |
|---|---|
| Coefficient of variation (CV) | -0.15236867 |
| Kurtosis | 1.8375586 |
| Mean | -90.227832 |
| Median Absolute Deviation (MAD) | 8.1527 |
| Skewness | -1.1469188 |
| Sum | -1.671375 × 108 |
| Variance | 189.00461 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -98.0727 | 5116 | 0.3% |
| -108.8964 | 5116 | 0.3% |
| -82.9832 | 5115 | 0.3% |
| -81.7361 | 5108 | 0.3% |
| -91.0391 | 4392 | 0.2% |
| -80.1752 | 4392 | 0.2% |
| -82.7243 | 4391 | 0.2% |
| -109.615 | 4386 | 0.2% |
| -90.9288 | 4386 | 0.2% |
| -119.7957 | 4386 | 0.2% |
| Other values (973) | 1805606 |
| Value | Count | Frequency (%) |
| -165.6723 | 2203 | |
| -156.292 | 734 | < 0.1% |
| -155.488 | 1463 | |
| -155.3697 | 2186 | |
| -153.994 | 12 | < 0.1% |
| -133.1171 | 14 | < 0.1% |
| -124.4409 | 1467 | |
| -124.2174 | 2195 | |
| -124.1587 | 1465 | |
| -124.1437 | 2198 |
| Value | Count | Frequency (%) |
| -67.9503 | 2922 | |
| -68.5565 | 1467 | 0.1% |
| -69.2675 | 743 | < 0.1% |
| -69.4828 | 2931 | |
| -69.9576 | 737 | < 0.1% |
| -69.9656 | 4374 | |
| -70.1031 | 9 | < 0.1% |
| -70.239 | 1455 | 0.1% |
| -70.3001 | 2924 | |
| -70.3457 | 2196 |
city_pop
Real number (ℝ)
| Distinct | 891 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88643.675 |
| Minimum | 23 |
|---|---|
| Maximum | 2906700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 139 |
| Q1 | 741 |
| median | 2443 |
| Q3 | 20328 |
| 95-th percentile | 525713 |
| Maximum | 2906700 |
| Range | 2906677 |
| Interquartile range (IQR) | 19587 |
Descriptive statistics
| Standard deviation | 301487.62 |
|---|---|
| Coefficient of variation (CV) | 3.4011182 |
| Kurtosis | 37.572846 |
| Mean | 88643.675 |
| Median Absolute Deviation (MAD) | 2188 |
| Skewness | 5.5908046 |
| Sum | 1.6420301 × 1011 |
| Variance | 9.0894784 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 606 | 8049 | 0.4% |
| 1595797 | 7312 | 0.4% |
| 1312922 | 7297 | 0.4% |
| 241 | 6578 | 0.4% |
| 1766 | 6556 | 0.4% |
| 2906700 | 5865 | 0.3% |
| 302 | 5853 | 0.3% |
| 198 | 5850 | 0.3% |
| 276002 | 5849 | 0.3% |
| 1126 | 5841 | 0.3% |
| Other values (881) | 1787344 |
| Value | Count | Frequency (%) |
| 23 | 2915 | |
| 37 | 1469 | 0.1% |
| 43 | 2920 | |
| 46 | 4386 | |
| 47 | 734 | < 0.1% |
| 49 | 1472 | 0.1% |
| 51 | 1470 | 0.1% |
| 52 | 740 | < 0.1% |
| 53 | 3660 | |
| 60 | 1472 | 0.1% |
| Value | Count | Frequency (%) |
| 2906700 | 5865 | |
| 2504700 | 2929 | |
| 2383912 | 737 | < 0.1% |
| 1595797 | 7312 | |
| 1577385 | 3680 | |
| 1526206 | 5113 | |
| 1417793 | 8 | < 0.1% |
| 1382480 | 2913 | 0.2% |
| 1312922 | 7297 | |
| 1263321 | 5141 |
job
Categorical
| Distinct | 497 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 136.4 MiB |
| Film/video editor | 13898 |
|---|---|
| Exhibition designer | 13167 |
| Surveyor, land/geomatics | 12436 |
| Naval architect | 12434 |
| Materials engineer | 11711 |
| Other values (492) |
Length
| Max length | 59 |
|---|---|
| Median length | 38 |
| Mean length | 20.232398 |
| Min length | 3 |
Characters and Unicode
| Total characters | 37478372 |
|---|---|
| Distinct characters | 53 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Psychologist, counselling |
|---|---|
| 2nd row | Special educational needs teacher |
| 3rd row | Nature conservation officer |
| 4th row | Patent attorney |
| 5th row | Dance movement psychotherapist |
Common Values
| Value | Count | Frequency (%) |
| Film/video editor | 13898 | 0.8% |
| Exhibition designer | 13167 | 0.7% |
| Surveyor, land/geomatics | 12436 | 0.7% |
| Naval architect | 12434 | 0.7% |
| Materials engineer | 11711 | 0.6% |
| Designer, ceramics/pottery | 11688 | 0.6% |
| Environmental consultant | 10974 | 0.6% |
| Financial adviser | 10963 | 0.6% |
| Systems developer | 10962 | 0.6% |
| IT trainer | 10943 | 0.6% |
| Other values (487) | 1733218 |
Length
| Value | Count | Frequency (%) |
| engineer | 188048 | 4.6% |
| officer | 158202 | 3.8% |
| manager | 87837 | 2.1% |
| scientist | 79740 | 1.9% |
| designer | 74639 | 1.8% |
| surveyor | 70288 | 1.7% |
| teacher | 54865 | 1.3% |
| psychologist | 46856 | 1.1% |
| research | 42426 | 1.0% |
| editor | 40958 | 1.0% |
| Other values (457) | 3270295 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4003951 | 10.7% |
| i | 3407729 | 9.1% |
| r | 3140909 | 8.4% |
| a | 2593110 | 6.9% |
| t | 2547852 | 6.8% |
| n | 2521475 | 6.7% |
| 2261760 | 6.0% | |
| o | 2133314 | 5.7% |
| s | 2064644 | 5.5% |
| c | 1890653 | 5.0% |
| Other values (43) | 10912975 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32557679 | |
| Space Separator | 2261760 | 6.0% |
| Uppercase Letter | 1956330 | 5.2% |
| Other Punctuation | 633855 | 1.7% |
| Close Punctuation | 34374 | 0.1% |
| Open Punctuation | 34374 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4003951 | |
| i | 3407729 | |
| r | 3140909 | |
| a | 2593110 | 8.0% |
| t | 2547852 | 7.8% |
| n | 2521475 | 7.7% |
| o | 2133314 | 6.6% |
| s | 2064644 | 6.3% |
| c | 1890653 | 5.8% |
| l | 1428836 | 4.4% |
| Other values (16) | 6825206 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 224603 | |
| E | 207826 | |
| P | 204864 | |
| S | 196162 | |
| T | 161692 | 8.3% |
| M | 127340 | 6.5% |
| A | 126006 | 6.4% |
| F | 98100 | 5.0% |
| D | 82672 | 4.2% |
| R | 79744 | 4.1% |
| Other values (11) | 447321 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 446459 | |
| / | 176367 | 27.8% |
| ' | 11029 | 1.7% |
Space Separator
| Value | Count | Frequency (%) |
| 2261760 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 34374 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 34374 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 34514009 | |
| Common | 2964363 | 7.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4003951 | |
| i | 3407729 | 9.9% |
| r | 3140909 | 9.1% |
| a | 2593110 | 7.5% |
| t | 2547852 | 7.4% |
| n | 2521475 | 7.3% |
| o | 2133314 | 6.2% |
| s | 2064644 | 6.0% |
| c | 1890653 | 5.5% |
| l | 1428836 | 4.1% |
| Other values (37) | 8781536 |
Common
| Value | Count | Frequency (%) |
| 2261760 | ||
| , | 446459 | 15.1% |
| / | 176367 | 5.9% |
| ) | 34374 | 1.2% |
| ( | 34374 | 1.2% |
| ' | 11029 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 37478372 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4003951 | 10.7% |
| i | 3407729 | 9.1% |
| r | 3140909 | 8.4% |
| a | 2593110 | 6.9% |
| t | 2547852 | 6.8% |
| n | 2521475 | 6.7% |
| 2261760 | 6.0% | |
| o | 2133314 | 5.7% |
| s | 2064644 | 5.5% |
| c | 1890653 | 5.0% |
| Other values (43) | 10912975 |
dob
Categorical
| Distinct | 984 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.4 MiB |
| 1977-03-23 | 8044 |
|---|---|
| 1988-09-15 | 6574 |
| 1981-08-29 | 6571 |
| 1955-05-06 | 5121 |
| 1960-01-13 | 4395 |
| Other values (979) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 18523940 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1988-03-09 |
|---|---|
| 2nd row | 1978-06-21 |
| 3rd row | 1962-01-19 |
| 4th row | 1967-01-12 |
| 5th row | 1986-03-28 |
Common Values
| Value | Count | Frequency (%) |
| 1977-03-23 | 8044 | 0.4% |
| 1988-09-15 | 6574 | 0.4% |
| 1981-08-29 | 6571 | 0.4% |
| 1955-05-06 | 5121 | 0.3% |
| 1960-01-13 | 4395 | 0.2% |
| 1972-11-28 | 4392 | 0.2% |
| 1997-09-22 | 4392 | 0.2% |
| 1997-03-12 | 4386 | 0.2% |
| 1987-04-23 | 4386 | 0.2% |
| 1993-04-08 | 4385 | 0.2% |
| Other values (974) | 1799748 |
Length
| Value | Count | Frequency (%) |
| 1977-03-23 | 8044 | 0.4% |
| 1988-09-15 | 6574 | 0.4% |
| 1981-08-29 | 6571 | 0.4% |
| 1955-05-06 | 5121 | 0.3% |
| 1960-01-13 | 4395 | 0.2% |
| 1997-09-22 | 4392 | 0.2% |
| 1972-11-28 | 4392 | 0.2% |
| 1997-03-12 | 4386 | 0.2% |
| 1987-04-23 | 4386 | 0.2% |
| 1993-04-08 | 4385 | 0.2% |
| Other values (974) | 1799748 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 3704788 | |
| 1 | 3546230 | |
| 9 | 2637517 | |
| 0 | 2559962 | |
| 2 | 1291776 | 7.0% |
| 7 | 950290 | 5.1% |
| 8 | 921815 | 5.0% |
| 6 | 782368 | 4.2% |
| 5 | 765535 | 4.1% |
| 3 | 691719 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 14819152 | |
| Dash Punctuation | 3704788 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3546230 | |
| 9 | 2637517 | |
| 0 | 2559962 | |
| 2 | 1291776 | 8.7% |
| 7 | 950290 | 6.4% |
| 8 | 921815 | 6.2% |
| 6 | 782368 | 5.3% |
| 5 | 765535 | 5.2% |
| 3 | 691719 | 4.7% |
| 4 | 671940 | 4.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3704788 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 18523940 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| - | 3704788 | |
| 1 | 3546230 | |
| 9 | 2637517 | |
| 0 | 2559962 | |
| 2 | 1291776 | 7.0% |
| 7 | 950290 | 5.1% |
| 8 | 921815 | 5.0% |
| 6 | 782368 | 4.2% |
| 5 | 765535 | 4.1% |
| 3 | 691719 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18523940 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 3704788 | |
| 1 | 3546230 | |
| 9 | 2637517 | |
| 0 | 2559962 | |
| 2 | 1291776 | 7.0% |
| 7 | 950290 | 5.1% |
| 8 | 921815 | 5.0% |
| 6 | 782368 | 4.2% |
| 5 | 765535 | 4.1% |
| 3 | 691719 | 3.7% |
trans_num
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 1852394 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 157.2 MiB |
| 0b242abb623afc578575680df30655b9 | 1 |
|---|---|
| ad44105b2defec28687e0c0c00db0dd2 | 1 |
| fff81009b323191d0a427a2af21e5bc7 | 1 |
| 2341854d7594722011878c08ba3819dd | 1 |
| f7f00d638b16a8b1045d8a8978b607bd | 1 |
| Other values (1852389) |
Length
| Max length | 32 |
|---|---|
| Median length | 32 |
| Mean length | 32 |
| Min length | 32 |
Characters and Unicode
| Total characters | 59276608 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1852394 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 0b242abb623afc578575680df30655b9 |
|---|---|
| 2nd row | 1f76529f8574734946361c461b024d99 |
| 3rd row | a1a22d70485983eac12b5b88dad1cf95 |
| 4th row | 6b849c168bdad6f867558c3793159a81 |
| 5th row | a41d7549acf90789359a9aa5346dcb46 |
Common Values
| Value | Count | Frequency (%) |
| 0b242abb623afc578575680df30655b9 | 1 | < 0.1% |
| ad44105b2defec28687e0c0c00db0dd2 | 1 | < 0.1% |
| fff81009b323191d0a427a2af21e5bc7 | 1 | < 0.1% |
| 2341854d7594722011878c08ba3819dd | 1 | < 0.1% |
| f7f00d638b16a8b1045d8a8978b607bd | 1 | < 0.1% |
| fd51c30194494698905af5871aa6cc15 | 1 | < 0.1% |
| 67ac45826276ec940cfbc0de6a19c501 | 1 | < 0.1% |
| 8c95f2a0927c7c65bfa4dbb18d31d36b | 1 | < 0.1% |
| f44fb23e29d805a76b54dcdfb0e4e755 | 1 | < 0.1% |
| 9589fd1bdbed3034eea19e0cdeefdc15 | 1 | < 0.1% |
| Other values (1852384) | 1852384 |
Length
| Value | Count | Frequency (%) |
| 0b242abb623afc578575680df30655b9 | 1 | < 0.1% |
| 0189da32192f942196b01f50bcebeac8 | 1 | < 0.1% |
| 189a841a0a8ba03058526bcfe566aab5 | 1 | < 0.1% |
| 83ec1cc84142af6e2acf10c44949e720 | 1 | < 0.1% |
| 6d294ed2cc447d2c71c7171a3d54967c | 1 | < 0.1% |
| fc28024ce480f8ef21a32d64c93a29f5 | 1 | < 0.1% |
| 3b9014ea8fb80bd65de0b1463b00b00e | 1 | < 0.1% |
| d71c95ab6b7356dd74389d41df429c87 | 1 | < 0.1% |
| 3c74776e558f1499a7824b556e474b1d | 1 | < 0.1% |
| c1d9a7ddb1e34639fe82758de97f4abf | 1 | < 0.1% |
| Other values (1852384) | 1852384 |
Most occurring characters
| Value | Count | Frequency (%) |
| 9 | 3708557 | 6.3% |
| 4 | 3707696 | 6.3% |
| 7 | 3707599 | 6.3% |
| 2 | 3707045 | 6.3% |
| 3 | 3706132 | 6.3% |
| 1 | 3705118 | 6.3% |
| d | 3704966 | 6.3% |
| a | 3704452 | 6.2% |
| 8 | 3704258 | 6.2% |
| c | 3703707 | 6.2% |
| Other values (6) | 22217078 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 37055836 | |
| Lowercase Letter | 22220772 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 3708557 | |
| 4 | 3707696 | |
| 7 | 3707599 | |
| 2 | 3707045 | |
| 3 | 3706132 | |
| 1 | 3705118 | |
| 8 | 3704258 | |
| 6 | 3703446 | |
| 5 | 3703001 | |
| 0 | 3702984 |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 3704966 | |
| a | 3704452 | |
| c | 3703707 | |
| f | 3703143 | |
| e | 3702587 | |
| b | 3701917 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 37055836 | |
| Latin | 22220772 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 9 | 3708557 | |
| 4 | 3707696 | |
| 7 | 3707599 | |
| 2 | 3707045 | |
| 3 | 3706132 | |
| 1 | 3705118 | |
| 8 | 3704258 | |
| 6 | 3703446 | |
| 5 | 3703001 | |
| 0 | 3702984 |
Latin
| Value | Count | Frequency (%) |
| d | 3704966 | |
| a | 3704452 | |
| c | 3703707 | |
| f | 3703143 | |
| e | 3702587 | |
| b | 3701917 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 59276608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 9 | 3708557 | 6.3% |
| 4 | 3707696 | 6.3% |
| 7 | 3707599 | 6.3% |
| 2 | 3707045 | 6.3% |
| 3 | 3706132 | 6.3% |
| 1 | 3705118 | 6.3% |
| d | 3704966 | 6.3% |
| a | 3704452 | 6.2% |
| 8 | 3704258 | 6.2% |
| c | 3703707 | 6.2% |
| Other values (6) | 22217078 |
unix_time
Real number (ℝ)
| Distinct | 1819583 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3586742 × 109 |
| Minimum | 1.325376 × 109 |
|---|---|
| Maximum | 1.3885344 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 1.325376 × 109 |
|---|---|
| 5-th percentile | 1.3300982 × 109 |
| Q1 | 1.3430168 × 109 |
| median | 1.3570893 × 109 |
| Q3 | 1.3745815 × 109 |
| 95-th percentile | 1.3867821 × 109 |
| Maximum | 1.3885344 × 109 |
| Range | 63158356 |
| Interquartile range (IQR) | 31564662 |
Descriptive statistics
| Standard deviation | 18195081 |
|---|---|
| Coefficient of variation (CV) | 0.013391791 |
| Kurtosis | -1.1995793 |
| Mean | 1.3586742 × 109 |
| Median Absolute Deviation (MAD) | 15789076 |
| Skewness | -0.019735681 |
| Sum | 2.5168 × 1015 |
| Variance | 3.3106099 × 1014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1387312599 | 4 | < 0.1% |
| 1387468942 | 4 | < 0.1% |
| 1381001869 | 4 | < 0.1% |
| 1335110521 | 4 | < 0.1% |
| 1386957227 | 4 | < 0.1% |
| 1370177227 | 4 | < 0.1% |
| 1370050667 | 4 | < 0.1% |
| 1335729039 | 3 | < 0.1% |
| 1339879107 | 3 | < 0.1% |
| 1387727516 | 3 | < 0.1% |
| Other values (1819573) | 1852357 |
| Value | Count | Frequency (%) |
| 1325376018 | 1 | |
| 1325376044 | 1 | |
| 1325376051 | 1 | |
| 1325376076 | 1 | |
| 1325376186 | 1 | |
| 1325376248 | 1 | |
| 1325376282 | 1 | |
| 1325376308 | 1 | |
| 1325376318 | 1 | |
| 1325376361 | 1 |
| Value | Count | Frequency (%) |
| 1388534374 | 1 | |
| 1388534364 | 1 | |
| 1388534355 | 1 | |
| 1388534349 | 1 | |
| 1388534347 | 1 | |
| 1388534314 | 1 | |
| 1388534284 | 1 | |
| 1388534276 | 1 | |
| 1388534270 | 1 | |
| 1388534238 | 1 |
merch_lat
Real number (ℝ)
| Distinct | 1754157 |
|---|---|
| Distinct (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.538976 |
| Minimum | 19.027422 |
|---|---|
| Maximum | 67.510267 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 19.027422 |
|---|---|
| 5-th percentile | 29.753795 |
| Q1 | 34.740122 |
| median | 39.3689 |
| Q3 | 41.956263 |
| 95-th percentile | 46.002013 |
| Maximum | 67.510267 |
| Range | 48.482845 |
| Interquartile range (IQR) | 7.2161407 |
Descriptive statistics
| Standard deviation | 5.1056039 |
|---|---|
| Coefficient of variation (CV) | 0.13247897 |
| Kurtosis | 0.77423362 |
| Mean | 38.538976 |
| Median Absolute Deviation (MAD) | 3.38992 |
| Skewness | -0.1880969 |
| Sum | 71389368 |
| Variance | 26.067191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38.363447 | 4 | < 0.1% |
| 38.164527 | 4 | < 0.1% |
| 36.545289 | 4 | < 0.1% |
| 40.822878 | 4 | < 0.1% |
| 39.779565 | 4 | < 0.1% |
| 43.272992 | 4 | < 0.1% |
| 41.829986 | 4 | < 0.1% |
| 40.557026 | 4 | < 0.1% |
| 39.115059 | 4 | < 0.1% |
| 39.818513 | 4 | < 0.1% |
| Other values (1754147) | 1852354 |
| Value | Count | Frequency (%) |
| 19.027422 | 1 | |
| 19.027785 | 1 | |
| 19.027804 | 1 | |
| 19.027849 | 1 | |
| 19.029798 | 1 | |
| 19.031242 | 1 | |
| 19.032277 | 1 | |
| 19.032689 | 1 | |
| 19.033288 | 1 | |
| 19.034282 | 1 |
| Value | Count | Frequency (%) |
| 67.510267 | 1 | |
| 67.441518 | 1 | |
| 67.397018 | 1 | |
| 67.188111 | 1 | |
| 67.064277 | 1 | |
| 66.835174 | 1 | |
| 66.682905 | 1 | |
| 66.679297 | 1 | |
| 66.674714 | 1 | |
| 66.67355 | 1 |
merch_long
Real number (ℝ)
| Distinct | 1809753 |
|---|---|
| Distinct (%) | 97.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -90.22794 |
| Minimum | -166.67157 |
|---|---|
| Maximum | -66.950902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1852394 |
| Negative (%) | 100.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | -166.67157 |
|---|---|
| 5-th percentile | -119.30928 |
| Q1 | -96.89944 |
| median | -87.440694 |
| Q3 | -80.245108 |
| 95-th percentile | -73.365169 |
| Maximum | -66.950902 |
| Range | 99.720673 |
| Interquartile range (IQR) | 16.654332 |
Descriptive statistics
| Standard deviation | 13.759692 |
|---|---|
| Coefficient of variation (CV) | -0.15249924 |
| Kurtosis | 1.8312584 |
| Mean | -90.22794 |
| Median Absolute Deviation (MAD) | 8.2235005 |
| Skewness | -1.143933 |
| Sum | -1.6713769 × 108 |
| Variance | 189.32913 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -96.511763 | 4 | < 0.1% |
| -81.995265 | 4 | < 0.1% |
| -74.433003 | 4 | < 0.1% |
| -81.036745 | 4 | < 0.1% |
| -73.900295 | 4 | < 0.1% |
| -95.822621 | 4 | < 0.1% |
| -74.618269 | 4 | < 0.1% |
| -87.830842 | 4 | < 0.1% |
| -80.940524 | 4 | < 0.1% |
| -79.147111 | 4 | < 0.1% |
| Other values (1809743) | 1852354 |
| Value | Count | Frequency (%) |
| -166.671575 | 1 | |
| -166.671242 | 1 | |
| -166.670685 | 1 | |
| -166.670132 | 1 | |
| -166.670006 | 1 | |
| -166.66991 | 1 | |
| -166.669812 | 1 | |
| -166.669638 | 1 | |
| -166.666179 | 1 | |
| -166.664828 | 1 |
| Value | Count | Frequency (%) |
| -66.950902 | 1 | |
| -66.952026 | 1 | |
| -66.952352 | 1 | |
| -66.955602 | 1 | |
| -66.955996 | 1 | |
| -66.95654 | 1 | |
| -66.957364 | 1 | |
| -66.958659 | 1 | |
| -66.958751 | 1 | |
| -66.959178 | 1 |
is_fraud
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 102.5 MiB |
| 0 | |
|---|---|
| 1 | 9651 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1852394 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1842743 | |
| 1 | 9651 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1842743 | |
| 1 | 9651 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1842743 | |
| 1 | 9651 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1852394 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1842743 | |
| 1 | 9651 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1852394 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1842743 | |
| 1 | 9651 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1852394 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1842743 | |
| 1 | 9651 | 0.5% |
amt_month
Real number (ℝ)
| Distinct | 896534 |
|---|---|
| Distinct (%) | 48.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4153.689 |
| Minimum | 1 |
|---|---|
| Maximum | 43261.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 251.28 |
| Q1 | 1344.79 |
| median | 3071.99 |
| Q3 | 5738.47 |
| 95-th percentile | 11792.017 |
| Maximum | 43261.89 |
| Range | 43260.89 |
| Interquartile range (IQR) | 4393.68 |
Descriptive statistics
| Standard deviation | 3909.0054 |
|---|---|
| Coefficient of variation (CV) | 0.94109246 |
| Kurtosis | 6.2031988 |
| Mean | 4153.689 |
| Median Absolute Deviation (MAD) | 2005.26 |
| Skewness | 1.9707692 |
| Sum | 7.6942686 × 109 |
| Variance | 15280323 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.15 | 15 | < 0.1% |
| 7.31 | 15 | < 0.1% |
| 5.29 | 15 | < 0.1% |
| 9.12 | 14 | < 0.1% |
| 8.95 | 14 | < 0.1% |
| 9.46 | 14 | < 0.1% |
| 1.07 | 14 | < 0.1% |
| 381.05 | 13 | < 0.1% |
| 1016.18 | 13 | < 0.1% |
| 251.87 | 13 | < 0.1% |
| Other values (896524) | 1852254 |
| Value | Count | Frequency (%) |
| 1 | 4 | < 0.1% |
| 1.01 | 8 | |
| 1.02 | 9 | |
| 1.03 | 7 | |
| 1.04 | 6 | |
| 1.05 | 5 | < 0.1% |
| 1.06 | 6 | |
| 1.07 | 14 | |
| 1.08 | 9 | |
| 1.09 | 8 |
| Value | Count | Frequency (%) |
| 43261.89 | 1 | |
| 43055.12 | 1 | |
| 43047.94 | 1 | |
| 43013.27 | 1 | |
| 42923.81 | 1 | |
| 42917.54 | 1 | |
| 42887.02 | 1 | |
| 42841.05 | 1 | |
| 42818.8 | 1 | |
| 42750.39 | 1 |
amt_year
Real number (ℝ)
| Distinct | 1694572 |
|---|---|
| Distinct (%) | 91.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45305.597 |
| Minimum | 1.02 |
|---|---|
| Maximum | 219086.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 1.02 |
|---|---|
| 5-th percentile | 3283.553 |
| Q1 | 17341.423 |
| median | 37439.105 |
| Q3 | 64720.88 |
| 95-th percentile | 115831.99 |
| Maximum | 219086.77 |
| Range | 219085.75 |
| Interquartile range (IQR) | 47379.458 |
Descriptive statistics
| Standard deviation | 35867.522 |
|---|---|
| Coefficient of variation (CV) | 0.79167972 |
| Kurtosis | 1.4120611 |
| Mean | 45305.597 |
| Median Absolute Deviation (MAD) | 22656.73 |
| Skewness | 1.1686746 |
| Sum | 8.3923817 × 1010 |
| Variance | 1.2864792 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5468.43 | 6 | < 0.1% |
| 33774.13 | 5 | < 0.1% |
| 12498.63 | 5 | < 0.1% |
| 18523.06 | 5 | < 0.1% |
| 8598.52 | 5 | < 0.1% |
| 19724.97 | 5 | < 0.1% |
| 10775.67 | 5 | < 0.1% |
| 43987.25 | 5 | < 0.1% |
| 15209.24 | 5 | < 0.1% |
| 5724.87 | 5 | < 0.1% |
| Other values (1694562) | 1852343 |
| Value | Count | Frequency (%) |
| 1.02 | 1 | |
| 1.03 | 1 | |
| 1.04 | 1 | |
| 1.07 | 1 | |
| 1.08 | 1 | |
| 1.13 | 2 | |
| 1.15 | 1 | |
| 1.19 | 1 | |
| 1.2 | 2 | |
| 1.21 | 1 |
| Value | Count | Frequency (%) |
| 219086.77 | 1 | |
| 219073.58 | 1 | |
| 219025.18 | 1 | |
| 218957.58 | 1 | |
| 218955.06 | 1 | |
| 218941.76 | 1 | |
| 218866.61 | 1 | |
| 218824.2 | 1 | |
| 218743.75 | 1 | |
| 218713.06 | 1 |
amt_month_shopping_net_spend
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 73861 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 376.2028 |
| Minimum | 0 |
|---|---|
| Maximum | 12047.18 |
| Zeros | 276206 |
| Zeros (%) | 14.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.02 |
| median | 75.89 |
| Q3 | 425.98 |
| 95-th percentile | 1717.35 |
| Maximum | 12047.18 |
| Range | 12047.18 |
| Interquartile range (IQR) | 416.96 |
Descriptive statistics
| Standard deviation | 725.35307 |
|---|---|
| Coefficient of variation (CV) | 1.9280906 |
| Kurtosis | 23.999749 |
| Mean | 376.2028 |
| Median Absolute Deviation (MAD) | 75.89 |
| Skewness | 4.0224138 |
| Sum | 6.9687581 × 108 |
| Variance | 526137.08 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 276206 | 14.9% |
| 9.12 | 575 | < 0.1% |
| 9.89 | 528 | < 0.1% |
| 9.35 | 475 | < 0.1% |
| 9.52 | 469 | < 0.1% |
| 4.49 | 465 | < 0.1% |
| 9.2 | 451 | < 0.1% |
| 4.93 | 448 | < 0.1% |
| 7.85 | 436 | < 0.1% |
| 3.17 | 434 | < 0.1% |
| Other values (73851) | 1571907 |
| Value | Count | Frequency (%) |
| 0 | 276206 | |
| 1 | 28 | < 0.1% |
| 1.01 | 418 | < 0.1% |
| 1.02 | 278 | < 0.1% |
| 1.03 | 238 | < 0.1% |
| 1.04 | 269 | < 0.1% |
| 1.05 | 285 | < 0.1% |
| 1.06 | 178 | < 0.1% |
| 1.07 | 269 | < 0.1% |
| 1.08 | 316 | < 0.1% |
| Value | Count | Frequency (%) |
| 12047.18 | 15 | |
| 10812.12 | 3 | < 0.1% |
| 10805.83 | 5 | < 0.1% |
| 10796.17 | 28 | |
| 10790.23 | 3 | < 0.1% |
| 10339.78 | 2 | < 0.1% |
| 10245.7 | 11 | < 0.1% |
| 10242.58 | 1 | < 0.1% |
| 10238.88 | 12 | |
| 10235.86 | 12 |
count_month_shopping_net
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 49 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5672411 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 276206 |
| Zeros (%) | 14.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 14 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.5755024 |
|---|---|
| Coefficient of variation (CV) | 1.0018088 |
| Kurtosis | 4.3978581 |
| Mean | 4.5672411 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.7306414 |
| Sum | 8460330 |
| Variance | 20.935222 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 276206 | |
| 1 | 268131 | |
| 2 | 227701 | |
| 3 | 196162 | |
| 4 | 161418 | |
| 5 | 135485 | |
| 6 | 114389 | |
| 7 | 94026 | 5.1% |
| 8 | 76806 | 4.1% |
| 9 | 62216 | 3.4% |
| Other values (39) | 239854 |
| Value | Count | Frequency (%) |
| 0 | 276206 | |
| 1 | 268131 | |
| 2 | 227701 | |
| 3 | 196162 | |
| 4 | 161418 | |
| 5 | 135485 | |
| 6 | 114389 | |
| 7 | 94026 | 5.1% |
| 8 | 76806 | 4.1% |
| 9 | 62216 | 3.4% |
| Value | Count | Frequency (%) |
| 48 | 9 | < 0.1% |
| 47 | 8 | < 0.1% |
| 46 | 6 | < 0.1% |
| 45 | 6 | < 0.1% |
| 44 | 7 | < 0.1% |
| 43 | 7 | < 0.1% |
| 42 | 20 | < 0.1% |
| 41 | 33 | |
| 40 | 53 | |
| 39 | 40 |
first_time_at_merchant
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1323066 | |
| True | 529328 |
| cc_num | amt | zip | lat | long | city_pop | unix_time | merch_lat | merch_long | amt_month | amt_year | amt_month_shopping_net_spend | count_month_shopping_net | category | gender | state | is_fraud | first_time_at_merchant | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cc_num | 1.000 | -0.001 | 0.013 | -0.003 | -0.013 | 0.049 | 0.001 | -0.003 | -0.013 | 0.008 | 0.011 | 0.010 | 0.017 | 0.008 | 0.052 | 0.238 | 0.003 | 0.019 |
| amt | -0.001 | 1.000 | 0.001 | 0.013 | -0.000 | -0.024 | -0.001 | 0.013 | -0.000 | 0.061 | 0.037 | 0.081 | -0.010 | 0.019 | 0.001 | 0.003 | 0.000 | 0.005 |
| zip | 0.013 | 0.001 | 1.000 | -0.162 | -0.959 | -0.040 | 0.001 | -0.162 | -0.957 | 0.017 | 0.017 | 0.025 | 0.029 | 0.011 | 0.116 | 0.963 | 0.004 | 0.025 |
| lat | -0.003 | 0.013 | -0.162 | 1.000 | 0.105 | -0.264 | 0.001 | 0.991 | 0.104 | -0.012 | -0.012 | -0.005 | -0.009 | 0.010 | 0.101 | 0.748 | 0.038 | 0.027 |
| long | -0.013 | -0.000 | -0.959 | 0.105 | 1.000 | 0.087 | -0.001 | 0.105 | 0.998 | -0.011 | -0.010 | -0.017 | -0.026 | 0.009 | 0.091 | 0.863 | 0.038 | 0.016 |
| city_pop | 0.049 | -0.024 | -0.040 | -0.264 | 0.087 | 1.000 | -0.003 | -0.263 | 0.086 | 0.013 | 0.020 | -0.002 | -0.022 | 0.014 | 0.090 | 0.313 | 0.002 | 0.024 |
| unix_time | 0.001 | -0.001 | 0.001 | 0.001 | -0.001 | -0.003 | 1.000 | 0.001 | -0.001 | 0.129 | 0.396 | 0.084 | 0.117 | 0.001 | 0.000 | 0.003 | 0.022 | 0.509 |
| merch_lat | -0.003 | 0.013 | -0.162 | 0.991 | 0.105 | -0.263 | 0.001 | 1.000 | 0.104 | -0.012 | -0.012 | -0.004 | -0.009 | 0.011 | 0.103 | 0.759 | 0.038 | 0.020 |
| merch_long | -0.013 | -0.000 | -0.957 | 0.104 | 0.998 | 0.086 | -0.001 | 0.104 | 1.000 | -0.011 | -0.010 | -0.017 | -0.026 | 0.009 | 0.083 | 0.829 | 0.038 | 0.013 |
| amt_month | 0.008 | 0.061 | 0.017 | -0.012 | -0.011 | 0.013 | 0.129 | -0.012 | -0.011 | 1.000 | 0.472 | 0.732 | 0.821 | 0.016 | 0.106 | 0.055 | 0.030 | 0.167 |
| amt_year | 0.011 | 0.037 | 0.017 | -0.012 | -0.010 | 0.020 | 0.396 | -0.012 | -0.010 | 0.472 | 1.000 | 0.348 | 0.422 | 0.020 | 0.146 | 0.083 | 0.036 | 0.351 |
| amt_month_shopping_net_spend | 0.010 | 0.081 | 0.025 | -0.005 | -0.017 | -0.002 | 0.084 | -0.004 | -0.017 | 0.732 | 0.348 | 1.000 | 0.777 | 0.014 | 0.091 | 0.051 | 0.091 | 0.065 |
| count_month_shopping_net | 0.017 | -0.010 | 0.029 | -0.009 | -0.026 | -0.022 | 0.117 | -0.009 | -0.026 | 0.821 | 0.422 | 0.777 | 1.000 | 0.023 | 0.125 | 0.055 | 0.014 | 0.169 |
| category | 0.008 | 0.019 | 0.011 | 0.010 | 0.009 | 0.014 | 0.001 | 0.011 | 0.009 | 0.016 | 0.020 | 0.014 | 0.023 | 1.000 | 0.054 | 0.019 | 0.067 | 0.139 |
| gender | 0.052 | 0.001 | 0.116 | 0.101 | 0.091 | 0.090 | 0.000 | 0.103 | 0.083 | 0.106 | 0.146 | 0.091 | 0.125 | 0.054 | 1.000 | 0.256 | 0.006 | 0.044 |
| state | 0.238 | 0.003 | 0.963 | 0.748 | 0.863 | 0.313 | 0.003 | 0.759 | 0.829 | 0.055 | 0.083 | 0.051 | 0.055 | 0.019 | 0.256 | 1.000 | 0.033 | 0.058 |
| is_fraud | 0.003 | 0.000 | 0.004 | 0.038 | 0.038 | 0.002 | 0.022 | 0.038 | 0.038 | 0.030 | 0.036 | 0.091 | 0.014 | 0.067 | 0.006 | 0.033 | 1.000 | 0.028 |
| first_time_at_merchant | 0.019 | 0.005 | 0.025 | 0.027 | 0.016 | 0.024 | 0.509 | 0.020 | 0.013 | 0.167 | 0.351 | 0.065 | 0.169 | 0.139 | 0.044 | 0.058 | 0.028 | 1.000 |
| trans_date_trans_time | cc_num | merchant | category | amt | first | last | gender | street | city | state | zip | lat | long | city_pop | job | dob | trans_num | unix_time | merch_lat | merch_long | is_fraud | amt_month | amt_year | amt_month_shopping_net_spend | count_month_shopping_net | first_time_at_merchant | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-01-01 00:00:18 | 2703186189652095 | fraud_Rippin, Kub and Mann | misc_net | 4.97 | Jennifer | Banks | F | 561 Perry Cove | Moravian Falls | NC | 28654 | 36.0788 | -81.1781 | 3495 | Psychologist, counselling | 1988-03-09 | 0b242abb623afc578575680df30655b9 | 1325376018 | 36.011293 | -82.048315 | 0 | 4.97 | 4.97 | 0.0 | 0.0 | True |
| 1 | 2019-01-01 00:00:44 | 630423337322 | fraud_Heller, Gutmann and Zieme | grocery_pos | 107.23 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 1f76529f8574734946361c461b024d99 | 1325376044 | 49.159047 | -118.186462 | 0 | 107.23 | 107.23 | 0.0 | 0.0 | True |
| 2 | 2019-01-01 00:00:51 | 38859492057661 | fraud_Lind-Buckridge | entertainment | 220.11 | Edward | Sanchez | M | 594 White Dale Suite 530 | Malad City | ID | 83252 | 42.1808 | -112.2620 | 4154 | Nature conservation officer | 1962-01-19 | a1a22d70485983eac12b5b88dad1cf95 | 1325376051 | 43.150704 | -112.154481 | 0 | 220.11 | 220.11 | 0.0 | 0.0 | True |
| 3 | 2019-01-01 00:01:16 | 3534093764340240 | fraud_Kutch, Hermiston and Farrell | gas_transport | 45.00 | Jeremy | White | M | 9443 Cynthia Court Apt. 038 | Boulder | MT | 59632 | 46.2306 | -112.1138 | 1939 | Patent attorney | 1967-01-12 | 6b849c168bdad6f867558c3793159a81 | 1325376076 | 47.034331 | -112.561071 | 0 | 45.00 | 45.00 | 0.0 | 0.0 | True |
| 4 | 2019-01-01 00:03:06 | 375534208663984 | fraud_Keeling-Crist | misc_pos | 41.96 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | a41d7549acf90789359a9aa5346dcb46 | 1325376186 | 38.674999 | -78.632459 | 0 | 41.96 | 41.96 | 0.0 | 0.0 | True |
| 5 | 2019-01-01 00:04:08 | 4767265376804500 | fraud_Stroman, Hudson and Erdman | gas_transport | 94.63 | Jennifer | Conner | F | 4655 David Island | Dublin | PA | 18917 | 40.3750 | -75.2045 | 2158 | Transport planner | 1961-06-19 | 189a841a0a8ba03058526bcfe566aab5 | 1325376248 | 40.653382 | -76.152667 | 0 | 94.63 | 94.63 | 0.0 | 0.0 | True |
| 6 | 2019-01-01 00:04:42 | 30074693890476 | fraud_Rowe-Vandervort | grocery_net | 44.54 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67851 | 37.9931 | -100.9893 | 2691 | Arboriculturist | 1993-08-16 | 83ec1cc84142af6e2acf10c44949e720 | 1325376282 | 37.162705 | -100.153370 | 0 | 44.54 | 44.54 | 0.0 | 0.0 | True |
| 7 | 2019-01-01 00:05:08 | 6011360759745864 | fraud_Corwin-Collins | gas_transport | 71.65 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22824 | 38.8432 | -78.6003 | 6018 | Designer, multimedia | 1947-08-21 | 6d294ed2cc447d2c71c7171a3d54967c | 1325376308 | 38.948089 | -78.540296 | 0 | 71.65 | 71.65 | 0.0 | 0.0 | True |
| 8 | 2019-01-01 00:05:18 | 4922710831011201 | fraud_Herzog Ltd | misc_pos | 4.27 | Heather | Chase | F | 6888 Hicks Stream Suite 954 | Manor | PA | 15665 | 40.3359 | -79.6607 | 1472 | Public affairs consultant | 1941-03-07 | fc28024ce480f8ef21a32d64c93a29f5 | 1325376318 | 40.351813 | -79.958146 | 0 | 4.27 | 4.27 | 0.0 | 0.0 | True |
| 9 | 2019-01-01 00:06:01 | 2720830304681674 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 198.39 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37040 | 36.5220 | -87.3490 | 151785 | Pathologist | 1974-03-28 | 3b9014ea8fb80bd65de0b1463b00b00e | 1325376361 | 37.179198 | -87.485381 | 0 | 198.39 | 198.39 | 0.0 | 0.0 | True |
| trans_date_trans_time | cc_num | merchant | category | amt | first | last | gender | street | city | state | zip | lat | long | city_pop | job | dob | trans_num | unix_time | merch_lat | merch_long | is_fraud | amt_month | amt_year | amt_month_shopping_net_spend | count_month_shopping_net | first_time_at_merchant | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1852384 | 2020-12-31 23:57:18 | 30344654314976 | fraud_Larkin, Stracke and Greenfelder | entertainment | 46.71 | Christine | Johnson | F | 8011 Chapman Tunnel Apt. 568 | Blairsden-Graeagle | CA | 96103 | 39.8127 | -120.6405 | 1725 | Chartered legal executive (England and Wales) | 1967-05-27 | a7105564935ea3977dc61ff9ced3bf5e | 1388534238 | 38.963543 | -120.457121 | 0 | 7420.57 | 41336.21 | 1706.73 | 9.0 | False |
| 1852385 | 2020-12-31 23:57:50 | 3524574586339330 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 29.56 | Ashley | Cabrera | F | 94225 Smith Springs Apt. 617 | Vero Beach | FL | 32960 | 27.6330 | -80.4031 | 105638 | Librarian, public | 1986-05-07 | 9fc9f6f9be3182d519a61a119cf97199 | 1388534270 | 27.593881 | -80.855092 | 0 | 14501.28 | 99329.66 | 2299.32 | 20.0 | False |
| 1852386 | 2020-12-31 23:57:56 | 341546199006537 | fraud_Schmidt-Larkin | home | 12.68 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | a8310343c189e4a5b6316050d2d6b014 | 1388534276 | 65.623593 | -165.186033 | 0 | 8706.23 | 67211.98 | 68.22 | 5.0 | False |
| 1852387 | 2020-12-31 23:58:04 | 501802953619 | fraud_Pouros, Walker and Spencer | kids_pets | 13.02 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | bd7071fd5c9510a5594ee196368ac80e | 1388534284 | 41.973127 | -123.553032 | 0 | 9016.43 | 65502.89 | 1161.11 | 17.0 | False |
| 1852388 | 2020-12-31 23:58:34 | 3523843138706408 | fraud_Prosacco, Kreiger and Kovacek | home | 17.00 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36758 | 32.6176 | -86.9475 | 1412 | Drilling engineer | 1970-11-20 | 6d04313bfe4b661b8ca2b6a499a320fe | 1388534314 | 32.164145 | -87.539669 | 0 | 13874.19 | 78212.66 | 1393.06 | 15.0 | False |
| 1852389 | 2020-12-31 23:59:07 | 30560609640617 | fraud_Reilly and Sons | health_fitness | 43.77 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | 9b1f753c79894c9f4b71f04581835ada | 1388534347 | 39.946837 | -91.333331 | 0 | 11619.63 | 72134.23 | 1014.44 | 11.0 | False |
| 1852390 | 2020-12-31 23:59:09 | 3556613125071656 | fraud_Hoppe-Parisian | kids_pets | 111.84 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77566 | 29.0393 | -95.4401 | 28739 | Futures trader | 1999-12-27 | 2090647dac2c89a1d86c514c427f5b91 | 1388534349 | 29.661049 | -96.186633 | 0 | 15224.47 | 87115.43 | 3942.78 | 25.0 | False |
| 1852391 | 2020-12-31 23:59:15 | 6011724471098086 | fraud_Rau-Robel | kids_pets | 86.88 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99323 | 46.1966 | -118.9017 | 3684 | Musician | 1981-11-29 | 6c5b7c8add471975aa0fec023b2e8408 | 1388534355 | 46.658340 | -119.715054 | 0 | 26233.12 | 165389.30 | 2978.91 | 29.0 | False |
| 1852392 | 2020-12-31 23:59:24 | 4079773899158 | fraud_Breitenberg LLC | travel | 7.99 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 14392d723bb7737606b2700ac791b7aa | 1388534364 | 44.470525 | -117.080888 | 0 | 11787.71 | 90698.65 | 768.69 | 17.0 | False |
| 1852393 | 2020-12-31 23:59:34 | 4170689372027579 | fraud_Dare-Marvin | entertainment | 38.13 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73034 | 35.6665 | -97.4798 | 116001 | Media buyer | 1993-05-10 | 1765bb45b3aa3224b4cdcb6e7a96cee3 | 1388534374 | 36.210097 | -97.036372 | 0 | 13871.45 | 116400.29 | 883.31 | 18.0 | False |